Period
to 26 May 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Manchester. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 26 May 2018 with a comparison to the same period over the previous 2 years.

Data Structures
North West > Manchester
6 months to
26 May 2018
Same period 2017 Same period 2016
Rank 223 166 236
Rank change year-on-year -57 +70 +20
Permanent jobs citing Data Structures 56 129 30
As % of all permanent IT jobs advertised in Manchester 0.79% 1.65% 0.45%
As % of the Miscellaneous category 2.07% 3.64% 1.07%
Number of salaries quoted 48 127 30
Manchester median annual salary £45,000 £60,000 £37,500
Median salary % change year-on-year -25.00% +60.00% -11.76%
10th Percentile £33,075 £27,500 £31,250
90th Percentile £72,500 £75,000 £53,875
North West median annual salary £45,000 £60,000 £35,000
% change year-on-year -25.00% +71.43% -17.65%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Manchester with a requirement for generic IT skills.

All Generic IT Skills
Manchester
Permanent vacancies with a requirement for generic IT skills 2,702 3,543 2,808
As % of all permanent IT jobs advertised in Manchester 37.89% 45.22% 41.87%
Number of salaries quoted 2,138 3,020 2,373
Manchester median annual salary £43,000 £41,500 £42,500
Median salary % change year-on-year +3.61% -2.35% +11.84%
10th Percentile £25,000 £25,725 £23,500
90th Percentile £70,000 £63,750 £63,750
North West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - -

Data Structures
Job Vacancy Trend in Manchester

Job postings citing Data Structures as a percentage of all IT jobs advertised in Manchester.

Job vacancy trend for Data Structures in Manchester

Data Structures
Salary Trend in Manchester

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Manchester.

Salary trend for Data Structures in Manchester

Data Structures
Salary Histogram in Manchester

The salary distribution of IT jobs citing Data Structures in Manchester over the 6 months to 26 May 2018.

Salary histogram for Data Structures in Manchester

Data Structures
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Manchester region over the 6 months to 26 May 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Bury +3 1 £37,500 +7.14% 1
Stockport -9 1 £33,000 +20.00%
Cheadle - 1 £32,500 -
Data Structures
North West

For the 6 months to 26 May 2018, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Manchester region with a requirement for Data Structures.

1 43 (76.79%) Algorithms
2 39 (69.64%) SQL
3 27 (48.21%) OO
3 27 (48.21%) Test Automation
4 25 (44.64%) Problem-Solving
5 24 (42.86%) Java
6 21 (37.50%) Degree
6 21 (37.50%) Continuous Integration
6 21 (37.50%) NoSQL
6 21 (37.50%) Decision-Making
7 18 (32.14%) Python
8 16 (28.57%) Data Analysis
8 16 (28.57%) Software Engineering
8 16 (28.57%) Analytical Skills
9 15 (26.79%) Git (software)
9 15 (26.79%) Mercurial
9 15 (26.79%) Subversion
9 15 (26.79%) Retail
10 14 (25.00%) Scala
10 14 (25.00%) Hadoop
10 14 (25.00%) Predictive Modelling
10 14 (25.00%) R
10 14 (25.00%) Apache Spark
10 14 (25.00%) HiveQL
10 14 (25.00%) Machine Learning
10 14 (25.00%) HDFS
10 14 (25.00%) Data Science
11 13 (23.21%) Computer Science
12 10 (17.86%) C#
13 8 (14.29%) Data Security

Data Structures
Co-occurring IT Skills in Manchester by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 14 (25.00%) Apache Spark
2 1 (1.79%) CMS
Applications
1 1 (1.79%) Microsoft Office
Business Applications
1 1 (1.79%) Dynamics CRM
1 1 (1.79%) Dynamics NAV
1 1 (1.79%) Magento
1 1 (1.79%) NetSuite
Cloud Services
1 1 (1.79%) Amazon AWS
1 1 (1.79%) Google Tag Manager
1 1 (1.79%) npm
1 1 (1.79%) Trello
Database & Business Intelligence
1 21 (37.50%) NoSQL
2 14 (25.00%) Hadoop
3 7 (12.50%) Relational Database
3 7 (12.50%) SQL Server
4 6 (10.71%) RDBMS
5 1 (1.79%) MySQL
5 1 (1.79%) OLAP
5 1 (1.79%) Power BI
5 1 (1.79%) SQL Server Analysis Services
5 1 (1.79%) SQL Server Integration Services
5 1 (1.79%) SQL Server Reporting Services
Development Applications
1 15 (26.79%) Git (software)
1 15 (26.79%) Mercurial
1 15 (26.79%) Subversion
2 4 (7.14%) NUnit
2 4 (7.14%) Octopus Deploy
2 4 (7.14%) Visual Studio Team System
3 3 (5.36%) Gradle
3 3 (5.36%) Maven
4 2 (3.57%) Jenkins
4 2 (3.57%) JUnit
4 2 (3.57%) Travis CI
5 1 (1.79%) Grunt
5 1 (1.79%) gulp
5 1 (1.79%) PostCSS
5 1 (1.79%) webpack
General
1 15 (26.79%) Retail
2 2 (3.57%) Finance
3 1 (1.79%) Banking
3 1 (1.79%) Marketing
Job Titles
1 16 (28.57%) Java Engineer
1 16 (28.57%) Java Software Engineer
1 16 (28.57%) Software Engineer
2 15 (26.79%) Senior Java Engineer
2 15 (26.79%) Senior Java Software Engineer
2 15 (26.79%) Senior Software Engineer
3 14 (25.00%) Data Scientist
4 8 (14.29%) DBA
5 6 (10.71%) Architect
5 6 (10.71%) C# Architect
5 6 (10.71%) Java Architect
5 6 (10.71%) Java Technical Architect
5 6 (10.71%) PHP Architect
5 6 (10.71%) PHP Technical Architect
5 6 (10.71%) Technical Architect
6 2 (3.57%) Analyst
6 2 (3.57%) Business Intelligence Analyst
6 2 (3.57%) Developer
7 1 (1.79%) Senior Developer
7 1 (1.79%) Team Leader
Libraries, Frameworks & Software Standards
1 8 (14.29%) RESTful
2 6 (10.71%) REST
3 1 (1.79%) Browserify
3 1 (1.79%) CSS
3 1 (1.79%) CSS3
3 1 (1.79%) Hibernate
3 1 (1.79%) HTML
3 1 (1.79%) HTML5
3 1 (1.79%) jQuery
3 1 (1.79%) LESS
3 1 (1.79%) Node.js
3 1 (1.79%) Redux
3 1 (1.79%) RequireJS
3 1 (1.79%) Sass
3 1 (1.79%) Spring
3 1 (1.79%) Visualforce
Miscellaneous
1 43 (76.79%) Algorithms
2 16 (28.57%) Analytical Skills
3 13 (23.21%) Computer Science
4 1 (1.79%) Enterprise Software
Processes & Methodologies
1 27 (48.21%) OO
1 27 (48.21%) Test Automation
2 25 (44.64%) Problem-Solving
3 21 (37.50%) Continuous Integration
3 21 (37.50%) Decision-Making
4 16 (28.57%) Data Analysis
4 16 (28.57%) Software Engineering
5 14 (25.00%) Data Science
5 14 (25.00%) Machine Learning
5 14 (25.00%) Predictive Modelling
6 8 (14.29%) Analytical Thinking
6 8 (14.29%) Data Security
6 8 (14.29%) High Availability
7 7 (12.50%) Agile Software Development
7 7 (12.50%) OOP
8 6 (10.71%) Kanban
8 6 (10.71%) OOA/OOD
8 6 (10.71%) Risk Management
8 6 (10.71%) RUP
8 6 (10.71%) Scrum
Programming Languages
1 39 (69.64%) SQL
2 24 (42.86%) Java
3 18 (32.14%) Python
4 14 (25.00%) HiveQL
4 14 (25.00%) R
4 14 (25.00%) Scala
5 10 (17.86%) C#
6 6 (10.71%) PHP
7 4 (7.14%) PowerShell
8 2 (3.57%) Groovy
8 2 (3.57%) JavaScript
8 2 (3.57%) Ruby
9 1 (1.79%) Apex Code
9 1 (1.79%) ES6
9 1 (1.79%) ES7
9 1 (1.79%) ES8
9 1 (1.79%) Java 8
Qualifications
1 21 (37.50%) Degree
Quality Assurance & Compliance
1 7 (12.50%) QA
System Software
1 14 (25.00%) HDFS
Vendors
1 6 (10.71%) Cognizant
2 1 (1.79%) Google
2 1 (1.79%) Microsoft
2 1 (1.79%) Salesforce.com
2 1 (1.79%) Tableau